{"id":"W4288734691","doi":"10.2500/jfa.2022.4.220002","title":"Variations in protocol development during oral immunotherapy","year":2022,"lang":"en","type":"article","venue":"Journal of Food Allergy","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Oral immunotherapy; Protocol (science); Immunotherapy; Medicine; Computer science; Immunology; Immune system; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1751789,0.001183515,0.001580009,0.003733591,0.001713469,0.004737156,0.003820897,0.003473307,0.03050201],"category_scores_gemma":[0.2323936,0.001268139,0.002693777,0.003746497,0.002219793,0.00357048,0.004725682,0.005371144,0.01342863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004329008,"about_ca_system_score_gemma":0.0117858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001549766,"about_ca_topic_score_gemma":0.001821725,"domain_scores_codex":[0.8686857,0.08394877,0.02873585,0.00466917,0.01090926,0.003051212],"domain_scores_gemma":[0.8131791,0.09559402,0.009094279,0.04109466,0.03716438,0.003873637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01009598,0.001418719,0.003579693,0.01192364,0.0004899375,0.001116452,0.008543731,0.002868399,0.01311527,0.03516417,0.1381221,0.7735619],"study_design_scores_gemma":[0.001991773,0.001079995,0.004428877,0.009330994,0.0003936724,0.0008081654,0.0009529569,0.001814712,0.01253492,0.02124329,0.9452013,0.0002194471],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04323488,0.02061768,0.4650517,0.02531843,0.02034802,0.2701327,0.009246013,0.01586979,0.1301809],"genre_scores_gemma":[0.09867295,0.01336148,0.5036195,0.0217176,0.003835405,0.3101593,0.007444688,0.005956727,0.03523234],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1751789,"threshold_uncertainty_score":0.9264454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02837354049473226,"score_gpt":0.3168267084630604,"score_spread":0.2884531679683282,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}